ArbIS Matched Dataset Report

Dataset statistics

Number of variables	30
Number of observations	1854
Missing cells	1963
Missing cells (%)	3.5%
Duplicate rows	5
Duplicate rows (%)	0.3%
Total size in memory	434.7 KiB
Average record size in memory	240.1 B

Variable types

NUM	15
CAT	14
UNSUPPORTED	1

Warnings

Dataset has 5 (0.3%) duplicate rows	Duplicates
`Lich2` is highly correlated with `Lich1`	High correlation
`Lich1` is highly correlated with `Lich2`	High correlation
`Fstf` has 109 (5.9%) missing values	Missing
`WoTag` has 1854 (100.0%) missing values	Missing
`WoTag` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`TempDist` has 832 (44.9%) zeros	Zeros
`SpatDist` has 1627 (87.8%) zeros	Zeros
`UArt1` has 62 (3.3%) zeros	Zeros
`AUrs1` has 1649 (88.9%) zeros	Zeros
`AUrs2` has 1839 (99.2%) zeros	Zeros

Reproduction

Analysis started	2020-10-20 17:54:09.664439
Analysis finished	2020-10-20 17:54:46.289036
Duration	36.62 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

TempExMax
Real number (ℝ_≥0)

Distinct	211
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	175.1359223
Minimum	9
Maximum	1341
Zeros	0
Zeros (%)	0.0%
Memory size	14.5 KiB

Quantile statistics

Minimum	9
5-th percentile	24
Q1	69
median	117
Q3	218.25
95-th percentile	525
Maximum	1341
Range	1332
Interquartile range (IQR)	149.25

Descriptive statistics

Standard deviation	172.9936218
Coefficient of variation (CV)	0.9877677832
Kurtosis	9.512961099
Mean	175.1359223
Median Absolute Deviation (MAD)	63
Skewness	2.593921008
Sum	324702
Variance	29926.79317
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84	35	1.9%
81	35	1.9%
93	34	1.8%
78	33	1.8%
87	32	1.7%
69	32	1.7%
54	32	1.7%
99	31	1.7%
111	31	1.7%
72	31	1.7%
Other values (201)	1528	82.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	10	0.5%
12	11	0.6%
15	11	0.6%
18	26	1.4%
21	21	1.1%

Value	Count	Frequency (%)
1341	1	0.1%
1323	3	0.2%
1257	2	0.1%
1194	1	0.1%
1152	1	0.1%

SpatExMax
Real number (ℝ_≥0)

Distinct	1515
Distinct (%)	81.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12066.22384
Minimum	965
Maximum	219082
Zeros	0
Zeros (%)	0.0%
Memory size	14.5 KiB

Quantile statistics

Minimum	965
5-th percentile	1953.2
Q1	4497
median	8426
Q3	14529.75
95-th percentile	31323.95
Maximum	219082
Range	218117
Interquartile range (IQR)	10032.75

Descriptive statistics

Standard deviation	17030.79319
Coefficient of variation (CV)	1.411443498
Kurtosis	83.5097087
Mean	12066.22384
Median Absolute Deviation (MAD)	4636.5
Skewness	8.020474636
Sum	22370779
Variance	290047916.7
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13163	8	0.4%
2351	6	0.3%
3000	6	0.3%
3475	6	0.3%
189730	5	0.3%
6621	5	0.3%
9293	5	0.3%
16591	4	0.2%
5000	4	0.2%
5686	4	0.2%
Other values (1505)	1801	97.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
965	1	0.1%
967	1	0.1%
971	1	0.1%
989	1	0.1%
1000	1	0.1%

Value	Count	Frequency (%)
219082	3	0.2%
195310	2	0.1%
189730	5	0.3%
153237	1	0.1%
135780	1	0.1%

TempDist
Real number (ℝ_≥0)

ZEROS

Distinct	30
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.264832794
Minimum	0
Maximum	29
Zeros	832
Zeros (%)	44.9%
Memory size	14.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	10
95-th percentile	24
Maximum	29
Range	29
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.031608062
Coefficient of variation (CV)	1.282014752
Kurtosis	0.5580768174
Mean	6.264832794
Median Absolute Deviation (MAD)	3
Skewness	1.257592974
Sum	11615
Variance	64.50672806
Monotocity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	832	44.9%
6	87	4.7%
7	73	3.9%
5	70	3.8%
8	66	3.6%
9	64	3.5%
3	57	3.1%
10	56	3.0%
4	50	2.7%
12	44	2.4%
Other values (20)	455	24.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	832	44.9%
1	41	2.2%
2	31	1.7%
3	57	3.1%
4	50	2.7%

Value	Count	Frequency (%)
29	18	1.0%
28	20	1.1%
27	19	1.0%
26	17	0.9%
25	18	1.0%

SpatDist
Real number (ℝ_≥0)

ZEROS

Distinct	173
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	41.70010787
Minimum	0
Maximum	996
Zeros	1627
Zeros (%)	87.8%
Memory size	14.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	315.85
Maximum	996
Range	996
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	144.3555926
Coefficient of variation (CV)	3.461755855
Kurtosis	16.98581885
Mean	41.70010787
Median Absolute Deviation (MAD)	0
Skewness	4.079618572
Sum	77312
Variance	20838.53711
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1627	87.8%
250	15	0.8%
750	8	0.4%
170	3	0.2%
151	3	0.2%
50	3	0.2%
44	3	0.2%
252	2	0.1%
650	2	0.1%
193	2	0.1%
Other values (163)	186	10.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1627	87.8%
2	1	0.1%
7	1	0.1%
13	1	0.1%
18	2	0.1%

Value	Count	Frequency (%)
996	1	0.1%
986	1	0.1%
974	1	0.1%
920	1	0.1%
909	1	0.1%

Coverage
Real number (ℝ_≥0)

Distinct	97
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44.06903991
Minimum	2
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	14.5 KiB

Quantile statistics

Minimum	2
5-th percentile	14
Q1	27
median	41
Q3	59
95-th percentile	85
Maximum	100
Range	98
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	21.30475756
Coefficient of variation (CV)	0.4834404742
Kurtosis	-0.3448553582
Mean	44.06903991
Median Absolute Deviation (MAD)	15
Skewness	0.4971446998
Sum	81704
Variance	453.8926945
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	48	2.6%
27	39	2.1%
38	39	2.1%
19	39	2.1%
35	39	2.1%
47	37	2.0%
36	36	1.9%
31	36	1.9%
40	36	1.9%
41	35	1.9%
Other values (87)	1470	79.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	2	0.1%
3	1	0.1%
4	3	0.2%
5	7	0.4%
6	1	0.1%

Value	Count	Frequency (%)
100	22	1.2%
97	2	0.1%
96	5	0.3%
95	1	0.1%
94	8	0.4%

TimeLossCar
Real number (ℝ_≥0)

Distinct	803
Distinct (%)	43.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1504.953074
Minimum	1000
Maximum	1999
Zeros	0
Zeros (%)	0.0%
Memory size	14.5 KiB

Quantile statistics

Minimum	1000
5-th percentile	1038.65
Q1	1238.5
median	1519
Q3	1763.75
95-th percentile	1950.35
Maximum	1999
Range	999
Interquartile range (IQR)	525.25

Descriptive statistics

Standard deviation	295.4587229
Coefficient of variation (CV)	0.1963242097
Kurtosis	-1.242004692
Mean	1504.953074
Median Absolute Deviation (MAD)	260
Skewness	-0.06558916992
Sum	2790183
Variance	87295.85694
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1833	9	0.5%
1821	9	0.5%
1881	9	0.5%
1981	9	0.5%
1302	8	0.4%
1927	8	0.4%
1136	8	0.4%
1575	8	0.4%
1664	8	0.4%
1530	7	0.4%
Other values (793)	1771	95.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1000	4	0.2%
1001	3	0.2%
1002	2	0.1%
1003	1	0.1%
1004	1	0.1%

Value	Count	Frequency (%)
1999	4	0.2%
1998	1	0.1%
1997	5	0.3%
1994	2	0.1%
1992	1	0.1%

TimeLossHGV
Real number (ℝ_≥0)

Distinct	484
Distinct (%)	26.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	746.3149946
Minimum	500
Maximum	998
Zeros	0
Zeros (%)	0.0%
Memory size	14.5 KiB

Quantile statistics

Minimum	500
5-th percentile	524
Q1	625
median	746.5
Q3	868
95-th percentile	971
Maximum	998
Range	498
Interquartile range (IQR)	243

Descriptive statistics

Standard deviation	143.2553829
Coefficient of variation (CV)	0.1919502943
Kurtosis	-1.185045054
Mean	746.3149946
Median Absolute Deviation (MAD)	121.5
Skewness	-0.0005985749699
Sum	1383668
Variance	20522.10472
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
565	11	0.6%
633	11	0.6%
901	11	0.6%
557	11	0.6%
791	11	0.6%
686	11	0.6%
993	10	0.5%
867	10	0.5%
621	9	0.5%
726	9	0.5%
Other values (474)	1750	94.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
500	1	0.1%
501	5	0.3%
502	8	0.4%
503	4	0.2%
504	1	0.1%

Value	Count	Frequency (%)
998	5	0.3%
997	3	0.2%
996	2	0.1%
995	4	0.2%
994	2	0.1%

Strasse
Categorical

Distinct	17
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

A 3	567
A 9	456
A 96	154
A 7	141
A 73	129
Other values (12)	407

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
A 3	567	30.6%
A 9	456	24.6%
A 96	154	8.3%
A 7	141	7.6%
A 73	129	7.0%
A 6	121	6.5%
A 99	116	6.3%
A 92	68	3.7%
A 94	37	2.0%
A 70	30	1.6%
Other values (7)	35	1.9%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	5
Median length	3
Mean length	3.309061489
Min length	3

Kat
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

3	892
7	694
2	229
1	39

Frequencies
Length

Value	Count	Frequency (%)
3	892	48.1%
7	694	37.4%
2	229	12.4%
1	39	2.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Typ
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	14.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	6
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.996489093
Coefficient of variation (CV)	0.3992978186
Kurtosis	-0.02277316125
Mean	5
Median Absolute Deviation (MAD)	0
Skewness	-1.309557975
Sum	9270
Variance	3.985968699
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
6	1282	69.1%
1	322	17.4%
7	121	6.5%
3	116	6.3%
5	9	0.5%
4	4	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	322	17.4%
3	116	6.3%
4	4	0.2%
5	9	0.5%
6	1282	69.1%

Value	Count	Frequency (%)
7	121	6.5%
6	1282	69.1%
5	9	0.5%
4	4	0.2%
3	116	6.3%

Betei
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.276699029
Minimum	1
Maximum	18
Zeros	0
Zeros (%)	0.0%
Memory size	14.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	4
Maximum	18
Range	17
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9891623733
Coefficient of variation (CV)	0.4344721725
Kurtosis	38.89614126
Mean	2.276699029
Median Absolute Deviation (MAD)	0
Skewness	3.657730658
Sum	4221
Variance	0.9784422008
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	1116	60.2%
3	352	19.0%
1	235	12.7%
4	105	5.7%
5	26	1.4%
6	8	0.4%
7	6	0.3%
8	5	0.3%
18	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	235	12.7%
2	1116	60.2%
3	352	19.0%
4	105	5.7%
5	26	1.4%

Value	Count	Frequency (%)
18	1	0.1%
8	5	0.3%
7	6	0.3%
6	8	0.4%
5	26	1.4%

UArt1
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.461165049
Minimum	0
Maximum	9
Zeros	62
Zeros (%)	3.3%
Memory size	14.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.493023605
Coefficient of variation (CV)	0.7202845197
Kurtosis	0.1043402037
Mean	3.461165049
Median Absolute Deviation (MAD)	1
Skewness	1.211203796
Sum	6417
Variance	6.215166694
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	824	44.4%
3	443	23.9%
8	180	9.7%
9	131	7.1%
5	87	4.7%
1	81	4.4%
0	62	3.3%
7	37	2.0%
6	5	0.3%
4	4	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	62	3.3%
1	81	4.4%
2	824	44.4%
3	443	23.9%
4	4	0.2%

Value	Count	Frequency (%)
9	131	7.1%
8	180	9.7%
7	37	2.0%
6	5	0.3%
5	87	4.7%

UArt2
Real number (ℝ)

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2060409924
Minimum	-1
Maximum	9
Zeros	4
Zeros (%)	0.2%
Memory size	14.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	9
Maximum	9
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.078684998
Coefficient of variation (CV)	14.94209944
Kurtosis	3.475909955
Mean	0.2060409924
Median Absolute Deviation (MAD)	0
Skewness	2.299156222
Sum	382
Variance	9.478301317
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-1	1582	85.3%
9	131	7.1%
8	75	4.0%
3	40	2.2%
2	12	0.6%
1	4	0.2%
7	4	0.2%
0	4	0.2%
5	1	0.1%
4	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	1582	85.3%
0	4	0.2%
1	4	0.2%
2	12	0.6%
3	40	2.2%

Value	Count	Frequency (%)
9	131	7.1%
8	75	4.0%
7	4	0.2%
5	1	0.1%
4	1	0.1%

AUrs1
Real number (ℝ_≥0)

ZEROS

Distinct	15
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.398597627
Minimum	0
Maximum	89
Zeros	1649
Zeros (%)	88.9%
Memory size	14.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	73
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	23.90578328
Coefficient of variation (CV)	2.846401785
Kurtosis	4.43323829
Mean	8.398597627
Median Absolute Deviation (MAD)	0
Skewness	2.519453761
Sum	15571
Variance	571.486474
Monotocity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	1649	88.9%
73	102	5.5%
72	49	2.6%
89	18	1.0%
82	13	0.7%
88	7	0.4%
86	3	0.2%
83	3	0.2%
81	3	0.2%
75	2	0.1%
Other values (5)	5	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1649	88.9%
72	49	2.6%
73	102	5.5%
75	2	0.1%
77	1	0.1%

Value	Count	Frequency (%)
89	18	1.0%
88	7	0.4%
87	1	0.1%
86	3	0.2%
85	1	0.1%

AUrs2
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6337648328
Minimum	0
Maximum	89
Zeros	1839
Zeros (%)	99.2%
Memory size	14.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.033430553
Coefficient of variation (CV)	11.09785553
Kurtosis	120.9712049
Mean	0.6337648328
Median Absolute Deviation (MAD)	0
Skewness	11.05964402
Sum	1175
Variance	49.46914534
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	1839	99.2%
73	5	0.3%
81	3	0.2%
84	2	0.1%
80	2	0.1%
75	2	0.1%
89	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1839	99.2%
73	5	0.3%
75	2	0.1%
80	2	0.1%
81	3	0.2%

Value	Count	Frequency (%)
89	1	0.1%
84	2	0.1%
81	3	0.2%
80	2	0.1%
75	2	0.1%

AufHi
Real number (ℝ)

Distinct	9
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.09816612729
Minimum	-1
Maximum	9
Zeros	2
Zeros (%)	0.1%
Memory size	14.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	3
95-th percentile	3
Maximum	9
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.928026845
Coefficient of variation (CV)	19.64044929
Kurtosis	1.031248528
Mean	0.09816612729
Median Absolute Deviation (MAD)	0
Skewness	1.426009688
Sum	182
Variance	3.717287515
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
-1	1378	74.3%
3	395	21.3%
4	48	2.6%
5	19	1.0%
9	5	0.3%
8	5	0.3%
0	2	0.1%
2	1	0.1%
1	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	1378	74.3%
0	2	0.1%
1	1	0.1%
2	1	0.1%
3	395	21.3%

Value	Count	Frequency (%)
9	5	0.3%
8	5	0.3%
5	19	1.0%
4	48	2.6%
3	395	21.3%

Alkoh
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1830
1	24

Frequencies
Length

Value	Count	Frequency (%)
-1	1830	98.7%
1	24	1.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.987055016
Min length	1

Char1
Real number (ℝ)

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.4875943905
Minimum	-1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	14.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	5
Maximum	6
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.659526566
Coefficient of variation (CV)	-3.403498069
Kurtosis	7.399590635
Mean	-0.4875943905
Median Absolute Deviation (MAD)	0
Skewness	3.019441103
Sum	-904
Variance	2.754028425
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
-1	1688	91.0%
5	64	3.5%
4	58	3.1%
6	36	1.9%
2	8	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	1688	91.0%
2	8	0.4%
4	58	3.1%
5	64	3.5%
6	36	1.9%

Value	Count	Frequency (%)
6	36	1.9%
5	64	3.5%
4	58	3.1%
2	8	0.4%
-1	1688	91.0%

Char2
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1810
6	44

Frequencies
Length

Value	Count	Frequency (%)
-1	1810	97.6%
6	44	2.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.97626753
Min length	1

Bes1
Categorical

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1512
6	335
1	7

Frequencies
Length

Value	Count	Frequency (%)
-1	1512	81.6%
6	335	18.1%
1	7	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.815533981
Min length	1

Bes2
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1852
6	2

Frequencies
Length

Value	Count	Frequency (%)
-1	1852	99.9%
6	2	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.998921251
Min length	1

Lich1
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

0	1466
2	291
1	95
-1	2

Frequencies
Length

Value	Count	Frequency (%)
0	1466	79.1%
2	291	15.7%
1	95	5.1%
-1	2	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.001078749
Min length	1

Lich2
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1468
4	370
3	16

Frequencies
Length

Value	Count	Frequency (%)
-1	1468	79.2%
4	370	20.0%
3	16	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.79180151
Min length	1

Zust1
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

0	1391
1	411
2	48
-1	4

Frequencies
Length

Value	Count	Frequency (%)
0	1391	75.0%
1	411	22.2%
2	48	2.6%
-1	4	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.002157497
Min length	1

Zust2
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1835
2	19

Frequencies
Length

Value	Count	Frequency (%)
-1	1835	99.0%
2	19	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.989751888
Min length	1

Fstf
Categorical

MISSING

Distinct	7
Distinct (%)	0.4%
Missing	109
Missing (%)	5.9%
Memory size	14.5 KiB

2	800
1	578
3	297
4	36
S	26
Other values (2)	8

Frequencies
Length

Value	Count	Frequency (%)
2	800	43.1%
1	578	31.2%
3	297	16.0%
4	36	1.9%
S	26	1.4%
5	5	0.3%
F	3	0.2%
(Missing)	109	5.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.117583603
Min length	1

StrklVu
Categorical

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

A	1849
G	4
B	1

Frequencies
Length

Value	Count	Frequency (%)
A	1849	99.7%
G	4	0.2%
B	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

WoTag
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	1854
Missing (%)	100.0%
Memory size	14.6 KiB

FeiTag
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1806
1	48

Frequencies
Length

Value	Count	Frequency (%)
-1	1806	97.4%
1	48	2.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.974110032
Min length	1

Month
Categorical

Distinct	12
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

Jul	232
Aug	216
Sep	169
Oct	161
Jun	157
Other values (7)	919

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Jul	232	12.5%
Aug	216	11.7%
Sep	169	9.1%
Oct	161	8.7%
Jun	157	8.5%
Apr	148	8.0%
Mar	142	7.7%
May	139	7.5%
Nov	139	7.5%
Dec	137	7.4%
Other values (2)	214	11.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	TempExMax	SpatExMax	TempDist	SpatDist	Coverage	TimeLossCar	TimeLossHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AUrs1	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust1	Zust2	Fstf	StrklVu	WoTag	FeiTag	Month
0	360	6568	0	0	61	1714	718	A 3	2	1	3	2	-1	0	-1	-1	-1	-1	-1	-1	0	-1	1	-1	2	A	NaN	1	Jan
1	69	6000	10	0	38	1691	686	A 6	3	6	3	2	-1	89	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	A	NaN	1	Jan
2	162	13925	0	0	47	1389	947	A 3	3	6	5	2	9	0	3	-1	-1	-1	-1	-1	0	-1	1	-1	2	A	NaN	-1	Jan
3	162	13925	1	996	47	1389	947	A 3	3	6	7	2	-1	82	-1	-1	-1	-1	-1	-1	0	-1	1	-1	2	A	NaN	-1	Jan
4	162	20701	0	0	29	1657	905	A 3	3	6	2	2	-1	0	-1	-1	-1	-1	-1	-1	0	-1	0	-1	NaN	A	NaN	-1	Jan
5	45	7483	0	0	40	1905	988	A 6	3	6	3	2	-1	0	-1	1	-1	-1	-1	-1	0	-1	0	-1	1	A	NaN	-1	Jan
6	285	18067	0	0	39	1407	745	A 9	7	1	3	3	-1	72	-1	-1	-1	-1	-1	-1	0	-1	1	2	1	A	NaN	-1	Jan
7	216	12991	11	0	43	1923	670	A 3	3	7	3	3	-1	0	-1	-1	-1	-1	-1	-1	2	4	1	-1	2	A	NaN	-1	Jan
8	138	6415	0	0	39	1355	882	A 9	7	1	2	3	-1	0	-1	-1	-1	-1	-1	-1	2	4	0	-1	1	A	NaN	-1	Jan
9	105	9941	0	112	26	1557	641	A 9	3	6	3	2	-1	0	-1	-1	-1	-1	-1	-1	2	4	1	-1	4	A	NaN	-1	Jan

Last rows

	TempExMax	SpatExMax	TempDist	SpatDist	Coverage	TimeLossCar	TimeLossHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust2	Fstf	StrklVu	WoTag	FeiTag	Month
1844	96	16282	3	0	64	1881	888	A 6	2	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	-1	2	A	NaN	-1	Dec
1845	81	2698	8	0	72	1048	823	A 7	3	1	1	9	-1	3	-1	6	-1	-1	-1	2	4	-1	2	A	NaN	-1	Dec
1846	237	29229	0	0	21	1046	757	A 9	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	0	-1	-1	F	A	NaN	-1	Dec
1847	564	43244	0	0	16	1781	998	A 7	3	1	4	2	9	3	-1	-1	-1	-1	-1	0	-1	-1	2	A	NaN	-1	Dec
1848	201	14999	16	0	37	1059	947	A 7	3	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	-1	1	A	NaN	-1	Dec
1849	45	3955	22	0	55	1414	799	A 9	3	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	-1	1	A	NaN	-1	Dec
1850	39	13456	11	0	73	1561	865	A 9	3	7	3	4	-1	-1	-1	-1	-1	-1	-1	2	4	-1	3	A	NaN	-1	Dec
1851	135	6481	12	750	38	1002	683	A 9	7	6	2	2	-1	-1	-1	-1	-1	6	-1	0	-1	-1	1	A	NaN	-1	Dec
1852	87	3788	0	0	87	1580	707	A 92	3	6	2	2	-1	-1	1	-1	-1	-1	-1	2	4	-1	2	A	NaN	-1	Dec
1853	93	3418	4	0	75	1714	958	A 3	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	2	3	-1	2	A	NaN	-1	Dec

Most frequent

	TempExMax	SpatExMax	Coverage	TimeLossCar	TimeLossHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich2	Zust1	Zust2	Fstf	StrklVu	FeiTag	Month	count
0	99	13079	42	1592	969	A 9	7	1	1	0	-1	-1	-1	-1	-1	-1	-1	-1	0	-1	S	A	-1	Jul	2
1	177	30496	16	1313	519	A 3	7	3	2	5	-1	-1	-1	-1	-1	-1	-1	-1	1	-1	2	A	-1	May	2
2	252	20792	19	1691	686	A 3	3	6	2	2	-1	-1	-1	-1	-1	-1	-1	-1	0	-1	2	A	-1	Sep	2
3	294	7660	31	1651	814	A 3	7	6	2	5	-1	-1	-1	-1	-1	6	-1	-1	0	-1	2	A	-1	Aug	2
4	450	9574	37	1833	938	A 9	7	6	2	3	-1	-1	-1	-1	-1	6	-1	-1	0	-1	2	A	-1	Jun	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent